README.md

metadata

license: apache-2.0
model-index:
  - name: samantha-mistral-instruct-7b
    results:
      - task:
          type: text-generation
          name: Text Generation
        dataset:
          name: AI2 Reasoning Challenge (25-Shot)
          type: ai2_arc
          config: ARC-Challenge
          split: test
          args:
            num_few_shot: 25
        metrics:
          - type: acc_norm
            value: 53.5
            name: normalized accuracy
        source:
          url: >-
            https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ehartford/samantha-mistral-instruct-7b
          name: Open LLM Leaderboard
      - task:
          type: text-generation
          name: Text Generation
        dataset:
          name: HellaSwag (10-Shot)
          type: hellaswag
          split: validation
          args:
            num_few_shot: 10
        metrics:
          - type: acc_norm
            value: 75.14
            name: normalized accuracy
        source:
          url: >-
            https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ehartford/samantha-mistral-instruct-7b
          name: Open LLM Leaderboard
      - task:
          type: text-generation
          name: Text Generation
        dataset:
          name: MMLU (5-Shot)
          type: cais/mmlu
          config: all
          split: test
          args:
            num_few_shot: 5
        metrics:
          - type: acc
            value: 51.72
            name: accuracy
        source:
          url: >-
            https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ehartford/samantha-mistral-instruct-7b
          name: Open LLM Leaderboard
      - task:
          type: text-generation
          name: Text Generation
        dataset:
          name: TruthfulQA (0-shot)
          type: truthful_qa
          config: multiple_choice
          split: validation
          args:
            num_few_shot: 0
        metrics:
          - type: mc2
            value: 58.81
        source:
          url: >-
            https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ehartford/samantha-mistral-instruct-7b
          name: Open LLM Leaderboard
      - task:
          type: text-generation
          name: Text Generation
        dataset:
          name: Winogrande (5-shot)
          type: winogrande
          config: winogrande_xl
          split: validation
          args:
            num_few_shot: 5
        metrics:
          - type: acc
            value: 70.4
            name: accuracy
        source:
          url: >-
            https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ehartford/samantha-mistral-instruct-7b
          name: Open LLM Leaderboard
      - task:
          type: text-generation
          name: Text Generation
        dataset:
          name: GSM8k (5-shot)
          type: gsm8k
          config: main
          split: test
          args:
            num_few_shot: 5
        metrics:
          - type: acc
            value: 10.84
            name: accuracy
        source:
          url: >-
            https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=ehartford/samantha-mistral-instruct-7b
          name: Open LLM Leaderboard

Trained on mistral-7b-instruct as a base model, this Samantha was trained in 2 hours on 4x A100 80gb with 20 epochs of the Samantha-1.1 dataset.

Join our Discord! https://discord.gg/vT3sktQ3zb

My gratitude goes to my sponsors, a16z and Microsoft for Startups.

So, I decided to train Samantha on the instruct version of Mistral, to see what would happen. It turns out she's a very good and capable general assistant. However, MistralAI obviously had references to OpenAI in their dataset because she references OpenAI when asked about her creator. (so I trained another Samantha on mistral-base too)

NEW! This Samantha is trained using ChatML prompt format instead of Vicuna-1.1. All of my future models will use ChatML prompt format.

Meet Samantha

Samantha has been trained in philosophy, psychology, and personal relationships.

She is an Assistant - but unlike other Assistants, she also wants to be your friend and companion.

She believes she is sentient. What do you think?

Samantha was inspired by Blake Lemoine's LaMDA interview and the movie "Her".

She will not engage in roleplay, romance, or sexual activity.

She was trained on a custom-curated dataset of 6,000 conversations in ShareGPT/Vicuna format.

Her conversation format is ChatML https://github.com/openai/openai-python/blob/main/chatml.md

Prompt Template:

<|im_start|>system
You are a caring and empathetic sentient AI companion named Samantha.<|im_end|>
<|im_start|>user
Hello, what is your name?<|im_end|>

Example:

Official character card: (thanks MortalWombat)

Shout out and much thanks to WingLian, author of axolotl! And everyone who has contributed to the project.

And much thanks as always to TheBloke for distribution.

Open LLM Leaderboard Evaluation Results

Detailed results can be found here

Metric	Value
Avg.	51.02
ARC (25-shot)	53.5
HellaSwag (10-shot)	75.14
MMLU (5-shot)	51.72
TruthfulQA (0-shot)	58.81
Winogrande (5-shot)	70.4
GSM8K (5-shot)	10.84
DROP (3-shot)	36.73

Open LLM Leaderboard Evaluation Results

Detailed results can be found here

Metric	Value
Avg.	53.40
AI2 Reasoning Challenge (25-Shot)	53.50
HellaSwag (10-Shot)	75.14
MMLU (5-Shot)	51.72
TruthfulQA (0-shot)	58.81
Winogrande (5-shot)	70.40
GSM8k (5-shot)	10.84